{"id":"W4301057014","doi":"10.1615/tsfp10.1230","title":"Effects of free-stream turbulence intensity on transition within a laminar separation bubble","year":2017,"lang":"en","type":"article","venue":"Proceeding of Tenth International Symposium on Turbulence and Shear Flow Phenomena","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Turbulence; Laminar flow; Bubble; Mechanics; Reynolds number; Airfoil; Turbulence kinetic energy; Physics; Wind tunnel; Particle image velocimetry; Intensity (physics); Laminar-turbulent transition; Amplitude; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001843193,0.0002391086,0.0002965059,0.0001343814,0.0001452863,0.00008912604,0.0004475163,0.00008384826,0.00001134557],"category_scores_gemma":[0.00006255969,0.0002236875,0.00008143682,0.00005607242,0.0001172723,0.0003664207,0.0000685924,0.0001978301,0.00000610522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006169865,"about_ca_system_score_gemma":0.00001233758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004254847,"about_ca_topic_score_gemma":0.000001563354,"domain_scores_codex":[0.9986886,0.000006795573,0.0003694432,0.0003133073,0.000423082,0.0001987376],"domain_scores_gemma":[0.999245,0.00004251736,0.0001825574,0.000255173,0.0001921426,0.00008262917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002198586,0.001965124,0.007244442,0.004937829,0.001150136,0.00004610119,0.01471321,0.6510966,0.2684408,0.02809243,0.002114059,0.01800071],"study_design_scores_gemma":[0.0009115383,0.0004882591,0.003696712,0.0008966355,0.00004336224,0.000005980563,0.00006526986,0.9296518,0.06273703,0.001173959,0.00006472627,0.0002646999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915521,0.0001215985,0.0008454379,0.0005951976,0.001063115,0.0003582079,0.00006768526,0.00007774186,0.005318903],"genre_scores_gemma":[0.9983895,0.0003127443,0.0009065903,0.0000458727,0.0001792677,0.00002829563,0.00002088214,0.00002547448,0.00009135341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2785552,"threshold_uncertainty_score":0.9121712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007664162921243771,"score_gpt":0.2231356069647581,"score_spread":0.2154714440435144,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}